Chromagram of my first track

Chromagram of my second track

Cepstrogram of my first track

Cepstrogram of my second track

Chroma-based self-similarity for my first track

Chroma-based self-similarity for my second track

Timbre-based self-similarity for my first track

[1] "xtime" "ytime" "d"    

Timbre-based self-similarity for my second track

[1] "xtime" "ytime" "d"    

Introduction: Understanding the Dataset (First Homework)

Introduction This dashboard explores a dataset of songs, analyzing their tempo, arousal, and danceability. We will visualize key characteristics and provide insights on how they relate to each other.

Dataset Overview Arousal → The energy level of a song. Tempo (BPM) → The speed of the song. Danceability → How easy it is to dance to the song. Instrumentalness → How much of the track is instrumental.

Visualisation: Tempo vs Arousal

Conclusion

Songs with a higher tempo (BPM) tend to have a higher arousal level. Some slower songs still have high energy, possibly due to instrumentation. Danceability varies across tempos, but higher instrumentalness often lowers danceability.